{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T05:05:57Z","timestamp":1750309557523,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":49,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,11,8]],"date-time":"2024-11-08T00:00:00Z","timestamp":1731024000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,11,8]]},"DOI":"10.1145\/3716895.3717025","type":"proceedings-article","created":{"date-parts":[[2025,3,21]],"date-time":"2025-03-21T12:07:14Z","timestamp":1742558834000},"page":"733-743","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Human-caused Forest Fires Statistical Analysis Research"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-7278-5344","authenticated-orcid":false,"given":"Xiaozhuo","family":"Li","sequence":"first","affiliation":[{"name":"Beijing Academy of Emergency Management Science and Technology, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-2848-0092","authenticated-orcid":false,"given":"Yaqiang","family":"Zhao","sequence":"additional","affiliation":[{"name":"The First Research Institute of the Ministry of Public Security, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-8869-8664","authenticated-orcid":false,"given":"Hui","family":"Zhang","sequence":"additional","affiliation":[{"name":"Beijing Academy of Emergency Management Science and Technology, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-3837-9091","authenticated-orcid":false,"given":"Yifan","family":"Shi","sequence":"additional","affiliation":[{"name":"Beijing Academy of Emergency Management Science and Technology, Beijing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,3,21]]},"reference":[{"volume-title":"Li Hong Overview of World Forest Fire Status [J] World Forestry Research","year":"1998","key":"e_1_3_3_1_1_2","unstructured":"Shu Lifu, Tian Xiaorui, Li Hong Overview of World Forest Fire Status [J] World Forestry Research, 1998 (6): 42-48."},{"volume-title":"Fire Science and Technology","year":"2020","key":"e_1_3_3_1_2_2","unstructured":"Bai Ye, Wang Bo, BAI YE W. B. Overview and Implications of Forest Fires in California, USA [J] Fire Science and Technology, 2020, 39 (4): 557"},{"volume-title":"etc Overview of World Forest Fires in Recent Years [J] Temperate Forestry Research","year":"2022","key":"e_1_3_3_1_3_2","unstructured":"Wu Yueyuan, Shu Lifu, Wang Mingyu, etc Overview of World Forest Fires in Recent Years [J] Temperate Forestry Research, 2022, 5 (4): 49-54"},{"key":"e_1_3_3_1_4_2","unstructured":"Su Zhangwen Research on Driving Factors and Prediction Model of Forest Fire in Daxing'an Mountains Based on Geographic Information System [D\/OL] Northeast Forestry University 2021."},{"key":"e_1_3_3_1_5_2","first-page":"133","volume-title":"Forestry and Environmental Science","year":"2020","unstructured":"Wei Shujing, Ross Sheng, Luo Bizhen, etc Research on the occurrence pattern of forest fires under the background of climate change [J] Forestry and Environmental Science, 2020, 36 (2): 133-143"},{"key":"e_1_3_3_1_6_2","unstructured":"Historical Investigation of Forest Protection and Fire Prevention Work Since the Founding of the People's Republic of China [EB\/OL]] 2022."},{"key":"e_1_3_3_1_7_2","unstructured":"Natural sources of forest fires - Ministry of Emergency Management of the People's Republic of China [EB\/OL] 2023."},{"key":"e_1_3_3_1_8_2","unstructured":"Hu Haiqing Forest Fire Ecology and Management [M\/OL]Publication year:<\/span>August 2005 2005"},{"key":"e_1_3_3_1_9_2","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-021-21988-6"},{"issue":"02","key":"e_1_3_3_1_10_2","first-page":"80","article-title":"Analysis of spatiotemporal characteristics of forest fires in China from 2000 to 2018. Temporal and Spatial Characteristics Analysis of Forest Fires in China from 2000 to 2018[J\/OL]","volume":"11","year":"2022","unstructured":"Jiang Chunying Analysis of spatiotemporal characteristics of forest fires in China from 2000 to 2018. Temporal and Spatial Characteristics Analysis of Forest Fires in China from 2000 to 2018[J\/OL]. World Journal of Forestry, 2022, 11(02): 80.","journal-title":"World Journal of Forestry"},{"key":"e_1_3_3_1_11_2","first-page":"10","article-title":"Management of the People's Republic of China has released the basic situation of natural disasters","volume":"2022","year":"2024","unstructured":"The Ministry of Emergency Management of the People's Republic of China has released the basic situation of natural disasters in China for 2022, 2024, 10-23. https:\/\/www.mem.gov.cn\/xw\/yjglbgzdt\/202301\/t20230113_440478.shtml.","journal-title":"China for"},{"volume-title":"Reduction and Relief Commission has released the basic situation of natural disasters in China in 2023- Ministry of Emergency Management of the People's Republic of China [EB\/OL]","year":"2023","key":"e_1_3_3_1_12_2","unstructured":"The Emergency Management Department of the Office of the National Disaster Prevention, Reduction and Relief Commission has released the basic situation of natural disasters in China in 2023- Ministry of Emergency Management of the People's Republic of China [EB\/OL], 2023."},{"key":"e_1_3_3_1_13_2","first-page":"88","volume-title":"Forestry Science","year":"2015","unstructured":"Su Lijuan, He Youjun, Chen Shaozhi Temporal and spatial characteristics and risk analysis of forest fires in China from 1950 to 2010 [J] Forestry Science, 2015, 51 (1): 88-96"},{"volume-title":"Research on Forest and Grass Resources","year":"2019","key":"e_1_3_3_1_14_2","unstructured":"Du Jianhua, Gong Yinting, DU JIANHUA G. Y. Study on the Characteristics of Forest Fires in China and Their Relationship with Major Climate Factors [J\/OL] Research on Forest and Grass Resources, 2019, 0 (2): 7"},{"volume-title":"Research on Forest and Grass Resources","year":"2023","key":"e_1_3_3_1_15_2","unstructured":"Zhang Guoli, Cixuelun, ZHANG GUOLI C. X. Study on the spatiotemporal distribution characteristics and susceptibility analysis of forest fires [J\/OL] Research on Forest and Grass Resources, 2023, 0 (5): 48"},{"key":"e_1_3_3_1_16_2","first-page":"136","volume-title":"Forestry Science","year":"2024","unstructured":"Li Weike, Shu Lifu, Wang Mingyu, etc The occurrence patterns and changing trends of lightning strikes and man-made fires in the Daxing'anling forest area of Heilongjiang Province [J] Forestry Science, 2024, 60 (4): 136-146"},{"key":"e_1_3_3_1_17_2","first-page":"1","volume-title":"Forest Fire Prevention","year":"2023","unstructured":"Lv Changxiao, Qin Naihua, Li Ping, etc Research on the Spatiotemporal Distribution and Fire Source Characteristics of Forest Fires in Shandong Province [J] Forest Fire Prevention, 2023, 41 (2): 1-6"},{"key":"e_1_3_3_1_18_2","first-page":"131","volume-title":"Modern Agricultural Technology","year":"2023","unstructured":"Wang Wujian Time trend and fire source characteristics of forest fires in Anhui Province from 2001 to 2016 [J] Modern Agricultural Technology, 2023 (17): 131-133."},{"issue":"6","key":"e_1_3_3_1_19_2","doi-asserted-by":"crossref","first-page":"728","DOI":"10.3390\/f12060728","article-title":"Human Activity Affects Forest Fires: The Impact of Anthropogenic Factors on the Density of Forest Fires in Poland[J\/OL]","volume":"12","year":"2021","unstructured":"KOLANEK A, SZYMANOWSKI M, RACZYK A. Human Activity Affects Forest Fires: The Impact of Anthropogenic Factors on the Density of Forest Fires in Poland[J\/OL]. Forests, 2021, 12(6): 728.","journal-title":"Forests"},{"key":"e_1_3_3_1_20_2","unstructured":"Li Bingyuan and Pan Baotian New Discussion on Geomorphic Zoning in China [J\/OL] Journal of Geography 2013 68 (3): 291-306"},{"volume-title":"Journal of Geography","year":"2017","key":"e_1_3_3_1_21_2","unstructured":"Cheng Weiming and Zhou Chenghu Review and Prospect of Geomorphology Research in China in the Past 40 Years [J\/OL] Journal of Geography, 2017, 72 (5): 755-775 ."},{"key":"e_1_3_3_1_22_2","first-page":"29","volume-title":"World Forestry Research","year":"2001","unstructured":"Yuan Chunming, Wen Dingyuan The current status and prospects of forest fuel classification and model research [J\/OL] World Forestry Research, 2001 (2): 29-34"},{"key":"e_1_3_3_1_23_2","first-page":"480","volume-title":"Journal of Remote Sensing","year":"2022","unstructured":"Li Xiaotong, Liu Qian, Qin Xianlin, etc National combustible material classification method based on multi-source data [J] Journal of Remote Sensing, 2022, 26 (3): 480-492"},{"key":"e_1_3_3_1_24_2","first-page":"559","volume-title":"Climate and Environment Research","year":"2021","unstructured":"Wang Wenjie, Qian Cheng, Zhang Yu, etc Multi scale characteristics of forest fire risk weather in two major forest areas in China from 1961 to 2020 [J\/OL] Climate and Environment Research, 2021, 27 (5): 559-577"},{"issue":"1","key":"e_1_3_3_1_25_2","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1038\/s41597-020-0554-z","article-title":"ERA5-based global meteorological wildfire danger maps[J\/OL]","volume":"7","year":"2020","unstructured":"VITOLO C, DI GIUSEPPE F, BARNARD C, et al. ERA5-based global meteorological wildfire danger maps[J\/OL]. Scientific Data, 2020, 7(1): 216.","journal-title":"Scientific Data"},{"issue":"1","key":"e_1_3_3_1_26_2","doi-asserted-by":"crossref","first-page":"296","DOI":"10.1038\/s41597-019-0312-2","article-title":"A global wildfire dataset for the analysis of fire regimes and fire behaviour[J\/OL]","volume":"6","year":"2019","unstructured":"ART\u00c9S T, OOM D, DE RIGO D, et al. A global wildfire dataset for the analysis of fire regimes and fire behaviour[J\/OL]. Scientific Data, 2019, 6(1): 296.","journal-title":"Scientific Data"},{"volume-title":"etc Research on Potential Fire Behavior of South Asian Tropical Masson Pine Plantation Based on Rothermel [J] Journal of Central South University of Forestry and Technology","year":"2017","key":"e_1_3_3_1_27_2","unstructured":"Pan Deng, Zhang Heping, Pan Gao, etc Research on Potential Fire Behavior of South Asian Tropical Masson Pine Plantation Based on Rothermel [J] Journal of Central South University of Forestry and Technology, 2017, 37 (6): 14-23"},{"key":"e_1_3_3_1_28_2","first-page":"235","volume-title":"Journal of Jiangxi Agricultural University","year":"2018","unstructured":"Wang Qiuhua, Dan Baojun, Gong Jiaping, etc Research on the planned burning of Yunnan pine pure forest in central Yunnan region [J] Journal of Jiangxi Agricultural University, 2018, 40 (2): 235-240"},{"volume-title":"An Overview of FlamMap Fire Modeling Capabilities[C\/OL]","year":"2006","key":"e_1_3_3_1_29_2","unstructured":"FINNEY M. An Overview of FlamMap Fire Modeling Capabilities[C\/OL]. 2006. https:\/\/www.semanticscholar.org\/paper\/An-Overview-of-FlamMap-Fire-Modeling-Capabilities-Finney\/a61989f226731b2d1403eb4356c6eea652e27698."},{"issue":"2","key":"e_1_3_3_1_30_2","first-page":"e2020J","article-title":"Climate, Fuel, and Land Use Shaped the Spatial Pattern of Wildfire in California's Sierra Nevada[J\/OL]","volume":"126","year":"2021","unstructured":"CHEN B, JIN Y, SCADUTO E, et al. Climate, Fuel, and Land Use Shaped the Spatial Pattern of Wildfire in California's Sierra Nevada[J\/OL]. Journal of Geophysical Research: Biogeosciences, 2021, 126(2): e2020JG005786.","journal-title":"Journal of Geophysical Research: Biogeosciences"},{"key":"e_1_3_3_1_31_2","doi-asserted-by":"crossref","first-page":"118381","DOI":"10.1016\/j.foreco.2020.118381","article-title":"Fire from policy, human interventions, or biophysical factors? Temporal\u2013spatial patterns of forest fire in southwestern China[J\/OL]","volume":"474","year":"2020","unstructured":"XIONG Q, LUO X, LIANG P, et al. Fire from policy, human interventions, or biophysical factors? Temporal\u2013spatial patterns of forest fire in southwestern China[J\/OL]. Forest Ecology and Management, 2020, 474: 118381.","journal-title":"Forest Ecology and Management"},{"volume-title":"Human-started wildfires expand the fire niche across the United States[J\/OL]","year":"2017","key":"e_1_3_3_1_32_2","unstructured":"BALCH J, BRADLEY B A, ABATZOGLOU J, et al. Human-started wildfires expand the fire niche across the United States[J\/OL]. 2017, 114: 2946-2951."},{"issue":"2","key":"e_1_3_3_1_33_2","doi-asserted-by":"crossref","first-page":"110","DOI":"10.3390\/f12020110","article-title":"Forest Roads and Operational Wildfire Response Planning[J\/OL]","volume":"12","year":"2021","unstructured":"THOMPSON M P, GANNON B M, CAGGIANO M D. Forest Roads and Operational Wildfire Response Planning[J\/OL]. Forests, 2021, 12(2): 110.","journal-title":"Forests"},{"key":"e_1_3_3_1_34_2","doi-asserted-by":"crossref","first-page":"064007","DOI":"10.1088\/1748-9326\/ab1bc5","article-title":"Contrasting human influences and macro-environmental factors on fire activity inside and outside protected areas of North America[J\/OL]","volume":"14","year":"2019","unstructured":"MANSUY N, MILLER C, PARISIEN M A, et al. Contrasting human influences and macro-environmental factors on fire activity inside and outside protected areas of North America[J\/OL]. Environmental Research Letters, 2019, 14: 064007.","journal-title":"Environmental Research Letters"},{"key":"e_1_3_3_1_35_2","first-page":"210","volume-title":"Journal of Applied Ecology","year":"2017","unstructured":"Li Shun, Wu Zhiwei, Liang Yu, etc The influencing factors of anthropogenic fires in the Greater Khingan Range and their trends under climate change [J\/OL] Journal of Applied Ecology, 2017, 28 (1): 210-218"},{"issue":"4","key":"e_1_3_3_1_36_2","first-page":"48","article-title":"Research on the Model of Potential Anthropogenic Fire in Forest Land [J] Journal of Jil","volume":"1993","unstructured":"Yang Meihe, Gao Yingyi, Song Jiabao, etc Research on the Model of Potential Anthropogenic Fire in Forest Land [J] Journal of Jilin Forestry University, 1993 (4): 48-54","journal-title":"Forestry University"},{"key":"e_1_3_3_1_37_2","first-page":"16","volume-title":"Fire Science","year":"2015","unstructured":"Su Zhangwen, Song Yuhui, Guo Futao, etc The impact of terrain and environmental factors on the occurrence of man-made forest fires in Tahe Forestry Bureau [J] Fire Science, 2015, 24 (1): 16-25"},{"volume-title":"Journal of Applied Ecology, 2015","year":"2099","key":"e_1_3_3_1_38_2","unstructured":"Guo Futao, Su Zhangwen, Wang Guangyu, etc A predictive model for anthropogenic fire occurrence in coniferous forests in northern China [J\/OL] Journal of Applied Ecology, 2015, 26 (7): 2099-2106"},{"key":"e_1_3_3_1_39_2","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1016\/j.gloenvcha.2019.03.007","article-title":"The relative influence of climate and housing development on current and projected future fire patterns and structure loss across three California landscapes[J\/OL]","volume":"56","year":"2019","unstructured":"SYPHARD A D, RUSTIGIAN-ROMSOS H, MANN M, et al. The relative influence of climate and housing development on current and projected future fire patterns and structure loss across three California landscapes[J\/OL]. Global Environmental Change, 2019, 56: 41-55.","journal-title":"Global Environmental Change"},{"key":"e_1_3_3_1_40_2","first-page":"34","article-title":"Risk assessment of debris flow disaster: A case study of Wudu District in the south of Gansu Province China[J\/OL]","volume":"25","year":"2016","unstructured":"SHU H, QI S, NING N, et al. Risk assessment of debris flow disaster: A case study of Wudu District in the south of Gansu Province China[J\/OL]. Journal of Natural Disasters, 2016, 25: 34-41.","journal-title":"Journal of Natural Disasters"},{"volume-title":"Universiti Putra Malaysia, 2015","year":"2024","key":"e_1_3_3_1_41_2","unstructured":"YUKILI L. Forest fire hazard rating assessment mapping in Sabah, Malaysia[D\/OL]. Universiti Putra Malaysia, 2015 [2024-09-04]. http:\/\/psasir.upm.edu.my\/id\/eprint\/70947\/."},{"key":"e_1_3_3_1_42_2","unstructured":"Investigation and Assessment of Forest and Grassland Fire Risks[M\/OL]. 2024."},{"volume-title":"Beijing based on small class scale [J]","year":"2024","key":"e_1_3_3_1_43_2","unstructured":"Li Weiwei, Yang Xueqing, Zhang Yiming, etc Risk assessment of forest fires in Miyun District, Beijing based on small class scale [J] Journal of Beijing Forestry University, 2024, 46 (2): 75-86."},{"key":"e_1_3_3_1_44_2","doi-asserted-by":"crossref","first-page":"111946","DOI":"10.1016\/j.ecolind.2024.111946","article-title":"Deep learning modeling of human activity affected wildfire risk by incorporating structural features: A case study in eastern China[J\/OL]","volume":"160","year":"2024","unstructured":"HE Z, FAN G, LI Z, et al. Deep learning modeling of human activity affected wildfire risk by incorporating structural features: A case study in eastern China[J\/OL]. Ecological Indicators, 2024, 160: 111946.","journal-title":"Ecological Indicators"},{"issue":"1","key":"e_1_3_3_1_45_2","first-page":"21","article-title":"Prediction and driving factors of forest fire occurrence in Jilin Province, China[J\/OL]","volume":"35","year":"2023","unstructured":"GAO B, SHAN Y, LIU X, et al. Prediction and driving factors of forest fire occurrence in Jilin Province, China[J\/OL]. Journal of Forestry Research, 2023, 35(1): 21.","journal-title":"Journal of Forestry Research"},{"volume-title":"Ecological Applications","year":"2001","key":"e_1_3_3_1_46_2","unstructured":"JA C, MG T, SJ V. Environmental and social factors influencing wildfires in the Upper Midwest, United States[J\/OL]. Ecological Applications, 2001, 11(1)"},{"volume-title":"Cai Yuxuan Importance Analysis of Field Fire Source Factors Based on CRITIC [J\/OL] Forestry Science and Technology Communication","year":"2022","key":"e_1_3_3_1_47_2","unstructured":"Xiao Liangcheng, Liu Tongxiang, Cai Yuxuan Importance Analysis of Field Fire Source Factors Based on CRITIC [J\/OL] Forestry Science and Technology Communication, 2022, (12): 47-49."},{"issue":"3","key":"e_1_3_3_1_48_2","doi-asserted-by":"crossref","first-page":"578","DOI":"10.1111\/j.1365-2486.2008.01679.x","article-title":"Assessing the response of area burned to changing climate in western boreal North America using a Multivariate Adaptive Regression Splines (MARS) approach[J\/OL]","volume":"15","year":"2009","unstructured":"BALSHI M S, MCGUIRE A D, DUFFY P, et al. Assessing the response of area burned to changing climate in western boreal North America using a Multivariate Adaptive Regression Splines (MARS) approach[J\/OL]. Global Change Biology, 2009, 15(3): 578-600.","journal-title":"Global Change Biology"},{"key":"e_1_3_3_1_49_2","first-page":"89","article-title":"Application of random forest algorithm on the forest fire prediction in Tahe area based on meteorological factors[J\/OL]","volume":"52","year":"2016","unstructured":"LIANG H, LIN Y, YANG G, et al. Application of random forest algorithm on the forest fire prediction in Tahe area based on meteorological factors[J\/OL]. Linye Kexue\/Scientia Silvae Sinicae, 2016, 52: 89-98.","journal-title":"Linye Kexue\/Scientia Silvae Sinicae"}],"event":{"name":"ICAICE 2024: The 5th International Conference on Artificial Intelligence and Computer Engineering","acronym":"ICAICE 2024","location":"Wuhu Shandong China"},"container-title":["Proceedings of the 5th International Conference on Artificial Intelligence and Computer Engineering"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3716895.3717025","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3716895.3717025","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T01:18:55Z","timestamp":1750295935000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3716895.3717025"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,11,8]]},"references-count":49,"alternative-id":["10.1145\/3716895.3717025","10.1145\/3716895"],"URL":"https:\/\/doi.org\/10.1145\/3716895.3717025","relation":{},"subject":[],"published":{"date-parts":[[2024,11,8]]},"assertion":[{"value":"2025-03-21","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}